AI ROI
The ROI of your AI and token spend.
Almost every tool tells you what AI cost. Few tell you whether it was worth it. CloudMonitor turns token and seat spend into value per token and cost per outcome, on a denominator your business already trusts.
The question boards are asking
Spend is visible. Value isn't.
98% of FinOps teams now manage AI spend, up from 31% in 2024 (State of FinOps 2026, 1,192 organizations). Seeing the bill is solved. Proving the return is not.
Pilots that show nothing.
MIT's NANDA initiative found roughly 95% of enterprise generative-AI pilots deliver no measurable profit-and-loss impact.
Profit nobody can attribute.
McKinsey reports only about 6% of organizations attribute more than 5% of operating profit to AI, and fewer than one in five track AI KPIs.
Budgets under the microscope.
As AI moves from pilot to line item, finance wants the return, not the invoice. The teams that can show it will keep their budgets.
How it works
AI ROI has two halves.
One half CloudMonitor measures from the data it already ingests. The other you define, because only you know what your business counts as a result.
Efficiency, measured today.
Output per dollar, model-mix savings, prompt-cache and batch capture, and cost per active developer. Value-for-money read straight from token and seat data.
Value, on your denominator.
Wire in the unit you trust, like a resolved ticket or a merged PR, and CloudMonitor divides AI cost by it for a true cost per outcome. You define the value; we do the math.
See the full method on the AI ROI capability page, part of the Quantify Business Value Domain.
Where to go next
Two ways into the AI pillar.
FinOps for AI.
Connectors for Copilot, OpenAI, Claude, and Cursor, model-mix and seat efficiency, and the full value-per-token story.
FinOps for Microsoft AI.
Azure OpenAI tokens and PTUs, GitHub Copilot, and M365 Copilot in one pane, reconciled to your FOCUS-conformed Azure bill.
Cost vs value.
Why AI cost visibility is now table stakes, and what value realization adds on top.
Source: this page interprets the Quantify Business Value domain published by the FinOps Foundation, licensed under CC BY 4.0. The wording, examples, and product mapping on this page are CloudMonitor’s own.
Prove your AI spend is worth it.
Connect your AI providers on your own tenant in the beta, and watch value per token in minutes.
